{ "info": { "author": "Tom Martensen", "author_email": "mail@tommartensen.de", "bugtrack_url": null, "classifiers": [ "Development Status :: 2 - Pre-Alpha", "Intended Audience :: Developers", "License :: OSI Approved :: MIT License", "Natural Language :: English", "Programming Language :: Python :: 3.6", "Programming Language :: Python :: 3.7" ], "description": "# Library to the Toolbox for Interpretability Comparison\n\n[![Build Status](https://travis-ci.org/tommartensen/tic.svg?branch=master)](https://travis-ci.org/tommartensen/tic)\n![PyPI](https://img.shields.io/pypi/v/tic)\n\n* Free software: MIT license\n* Documentation: https://tommartensen.de/tic.\n\n## Features\n\n* Interface to create interpretations as:\n * direct extraction of feature importances, e.g. from coefficients\n * global feature importances from surrogate models\n * local and global explanations from [Local Interpretable Model Explanations (LIME)](https://github.com/marcotcr/lime)\n * local and global explanations from [SHAP](https://github.com/slundberg/shap)\n\n\n# History\n\n## 0.1.0 (2019-10-04)\n\n* Package skeleton\n\n## 0.2.0 (2019-10-08)\n\n* Feature Importance Extraction from different interpretability models:\n * Direct feature importances\n * Global surrogate models\n * LIME\n * SHAP\n* Updated documentation served [here](https://tommartensen.de/tic).\n\n\n", "description_content_type": "text/markdown", "docs_url": null, "download_url": "", "downloads": { "last_day": -1, "last_month": -1, "last_week": -1 }, "home_page": "https://github.com/tommartensen/tic", "keywords": "tic", "license": "MIT license", "maintainer": "", "maintainer_email": "", "name": "tic", "package_url": "https://pypi.org/project/tic/", "platform": "", "project_url": "https://pypi.org/project/tic/", "project_urls": { "Homepage": "https://github.com/tommartensen/tic" }, "release_url": "https://pypi.org/project/tic/0.2.0/", "requires_dist": null, "requires_python": "", "summary": "TIC is a library that acts as a 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